why SKILL.md skillA

why from kinqsradio/orbyn-fullstack-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kinqsradio/orbyn-fullstack-skills/why@git:20261101.8be107b

Pins git:20261101.8be107b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kinqsradio/orbyn-fullstack-skills
Path
skills/why/SKILL.md
Versions recorded
5
Latest version
git:20261101.8be107b, committed Nov 1, 2026
First version recorded
Oct 22, 2026
Size
3,699 bytes
Repository stars
4
License
MIT

Investigate design rationale, regressions and trade-offs using Git history and relevant authorized records; distinguish documented intent from inference.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Why

Follow the consuming project's instructions and requested scope; use the
[portable defaults](../orbyn-workflow/references/project-policy.md) only where guidance is missing.

## Method

1. **Anchor the question** in the changed code, symbol or behavior. Treat the user's proposed explanation as a hypothesis.
2. **Locate introducing and corrective commits** with scoped `git log`, `git blame` and diffs. Read the relevant diff and surrounding source, because line attribution alone does not establish intent.
3. **Read linked ADRs, issues, PR discussions and design records** only to answer the current question. Expand to other available authorized records only to resolve a specific gap. Do not search all connected accounts or private chats by default.
4. **Record direct rationale, contrary evidence, plausible alternatives and inference separately.** Code establishes mechanics, not necessarily motivation. A later comment can describe current policy without proving why the original implementation was chosen.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kinqsradio/orbyn-fullstack-skills/why@sha256:56cf1aef0d624a25

The line at the top of this page pins the label git:20261101.8be107b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_qg5rudbrni5f7dhu.svg)](https://markdownregistry.com/a/art_qg5rudbrni5f7dhu)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Oct 22, 2026 and Nov 1, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261101.8be107b latest2026-11-01 8be107b 3,699 BA view · diff
git:20261028.933dd9d2026-10-28 933dd9d 3,280 BA view · diff
git:20261025.251cd2e2026-10-25 251cd2e 2,090 BA view · diff
git:20261024.78761582026-10-24 7876158 2,126 BA view · diff
git:20261022.860e2dc2026-10-22 860e2dc 1,867 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3699 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kinqsradio/orbyn-fullstack-skills · 4 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qg5rudbrni5f7dhu
GET https://markdownregistry.com/api/v1/resolve?ref=kinqsradio/orbyn-fullstack-skills/why
GET https://markdownregistry.com/api/v1/blob/56cf1aef0d624a2568c5f999bdca459a5194ed92f82688e9b65257b505bca6ac

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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